Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	16000
Missing cells	33
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.3 MiB
Average record size in memory	216.0 B

Variable types

NUM	23
CAT	3
BOOL	1

Warnings

`non_zero_pixels` is highly correlated with `bits`	High correlation
`bits` is highly correlated with `non_zero_pixels`	High correlation
`frame_height` is highly correlated with `frame_width` and 1 other fields	High correlation
`frame_width` is highly correlated with `frame_height` and 1 other fields	High correlation
`movement_level` is highly correlated with `frame_width` and 1 other fields	High correlation
`sobel_v` is highly correlated with `sobel_h`	High correlation
`sobel_h` is highly correlated with `sobel_v`	High correlation
`frame_height` is highly correlated with `frame_width`	High correlation
`frame_width` is highly correlated with `frame_height`	High correlation
`mean` is highly skewed (γ1 = 63.21095101)	Skewed
`var_sub_blocks` is highly skewed (γ1 = 21.44376708)	Skewed
`quality` is uniformly distributed	Uniform
`frame_width` is uniformly distributed	Uniform
`frame_height` is uniformly distributed	Uniform
`intra_parts` has 10312 (64.5%) zeros	Zeros
`skip_parts` has 8987 (56.2%) zeros	Zeros
`inter_16x16_parts` has 6396 (40.0%) zeros	Zeros
`inter_4x4_parts` has 11617 (72.6%) zeros	Zeros
`inter_other_parts` has 5821 (36.4%) zeros	Zeros
`non_zero_pixels` has 3172 (19.8%) zeros	Zeros
`mean` has 3338 (20.9%) zeros	Zeros
`sub_mean_1` has 6197 (38.7%) zeros	Zeros
`sub_mean_2` has 6267 (39.2%) zeros	Zeros
`sub_mean_3` has 6195 (38.7%) zeros	Zeros
`sub_mean_4` has 6322 (39.5%) zeros	Zeros
`var_sub_blocks` has 3342 (20.9%) zeros	Zeros
`sobel_h` has 2177 (13.6%) zeros	Zeros
`sobel_v` has 2176 (13.6%) zeros	Zeros
`variance` has 3338 (20.9%) zeros	Zeros
`block_movement_h` has 3023 (18.9%) zeros	Zeros
`block_movement_v` has 3077 (19.2%) zeros	Zeros
`var_movement_h` has 3023 (18.9%) zeros	Zeros
`var_movement_v` has 3077 (19.2%) zeros	Zeros

Reproduction

Analysis started	2020-12-30 15:56:52.286864
Analysis finished	2020-12-30 15:57:54.465793
Duration	1 minute and 2.18 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

quality
Categorical

UNIFORM

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	125.0 KiB

32	4000
27	4000
37	4000
22	4000

Frequencies
Length

Value	Count	Frequency (%)
32	4000	25.0%
27	4000	25.0%
37	4000	25.0%
22	4000	25.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

bits
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2106
Distinct (%)	13.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	449.8373125
Minimum	0
Maximum	4771
Zeros	147
Zeros (%)	0.9%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	72
median	243
Q3	622
95-th percentile	1578
Maximum	4771
Range	4771
Interquartile range (IQR)	550

Descriptive statistics

Standard deviation	549.3382429
Coefficient of variation (CV)	1.221193146
Kurtosis	6.494603732
Mean	449.8373125
Median Absolute Deviation (MAD)	203.5
Skewness	2.199394978
Sum	7197397
Variance	301772.5051
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	208	1.3%
2	172	1.1%
0	147	0.9%
3	112	0.7%
27	75	0.5%
12	74	0.5%
33	72	0.4%
20	69	0.4%
22	69	0.4%
4	68	0.4%
Other values (2096)	14934	93.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	147	0.9%
1	208	1.3%
2	172	1.1%
3	112	0.7%
4	68	0.4%

Value	Count	Frequency (%)
4771	1	< 0.1%
4640	1	< 0.1%
4524	1	< 0.1%
4432	1	< 0.1%
4424	1	< 0.1%

intra_parts
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.04
Minimum	0
Maximum	64
Zeros	10312
Zeros (%)	64.5%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	16
95-th percentile	64
Maximum	64
Range	64
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	19.05061568
Coefficient of variation (CV)	1.725599247
Kurtosis	1.451387946
Mean	11.04
Median Absolute Deviation (MAD)	0
Skewness	1.640353267
Sum	176640
Variance	362.9259579
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	10312	64.5%
16	1355	8.5%
32	1060	6.6%
64	919	5.7%
48	718	4.5%
1	440	2.8%
17	280	1.8%
33	198	1.2%
2	177	1.1%
49	176	1.1%
Other values (5)	365	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10312	64.5%
1	440	2.8%
2	177	1.1%
3	45	0.3%
4	53	0.3%

Value	Count	Frequency (%)
64	919	5.7%
49	176	1.1%
48	718	4.5%
34	115	0.7%
33	198	1.2%

skip_parts
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8491875
Minimum	0
Maximum	4
Zeros	8987
Zeros (%)	56.2%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.181854639
Coefficient of variation (CV)	1.39174757
Kurtosis	0.6734804924
Mean	0.8491875
Median Absolute Deviation (MAD)	0
Skewness	1.303503545
Sum	13587
Variance	1.396780389
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	8987	56.2%
1	3144	19.7%
2	2034	12.7%
3	965	6.0%
4	870	5.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8987	56.2%
1	3144	19.7%
2	2034	12.7%
3	965	6.0%
4	870	5.4%

Value	Count	Frequency (%)
4	870	5.4%
3	965	6.0%
2	2034	12.7%
1	3144	19.7%
0	8987	56.2%

inter_16x16_parts
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9954375
Minimum	0
Maximum	4
Zeros	6396
Zeros (%)	40.0%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.018507005
Coefficient of variation (CV)	1.023175242
Kurtosis	-0.1430920278
Mean	0.9954375
Median Absolute Deviation (MAD)	1
Skewness	0.7869126579
Sum	15927
Variance	1.037356518
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	6396	40.0%
1	4968	31.1%
2	3201	20.0%
3	1183	7.4%
4	252	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6396	40.0%
1	4968	31.1%
2	3201	20.0%
3	1183	7.4%
4	252	1.6%

Value	Count	Frequency (%)
4	252	1.6%
3	1183	7.4%
2	3201	20.0%
1	4968	31.1%
0	6396	40.0%

inter_4x4_parts
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.9786875
Minimum	0
Maximum	33
Zeros	11617
Zeros (%)	72.6%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	9
Maximum	33
Range	33
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.901609884
Coefficient of variation (CV)	1.971817118
Kurtosis	5.9135513
Mean	1.9786875
Median Absolute Deviation (MAD)	0
Skewness	2.32088939
Sum	31659
Variance	15.22255969
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	11617	72.6%
6	1354	8.5%
3	1309	8.2%
9	989	6.2%
12	372	2.3%
15	179	1.1%
18	113	0.7%
21	40	0.2%
24	18	0.1%
27	7	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11617	72.6%
3	1309	8.2%
6	1354	8.5%
9	989	6.2%
12	372	2.3%

Value	Count	Frequency (%)
33	1	< 0.1%
30	1	< 0.1%
27	7	< 0.1%
24	18	0.1%
21	40	0.2%

inter_other_parts
Real number (ℝ_≥0)

ZEROS

Distinct	28
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.6864375
Minimum	0
Maximum	27
Zeros	5821
Zeros (%)	36.4%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	6
95-th percentile	13
Maximum	27
Range	27
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.44670967
Coefficient of variation (CV)	1.206234927
Kurtosis	2.829655259
Mean	3.6864375
Median Absolute Deviation (MAD)	2
Skewness	1.61751669
Sum	58983
Variance	19.77322689
Monotocity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	5821	36.4%
2	2942	18.4%
4	1912	11.9%
6	1075	6.7%
8	606	3.8%
5	502	3.1%
7	459	2.9%
9	389	2.4%
3	351	2.2%
10	342	2.1%
Other values (18)	1601	10.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5821	36.4%
1	203	1.3%
2	2942	18.4%
3	351	2.2%
4	1912	11.9%

Value	Count	Frequency (%)
27	7	< 0.1%
26	4	< 0.1%
25	11	0.1%
24	11	0.1%
23	10	0.1%

non_zero_pixels
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	568
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74.087125
Minimum	0
Maximum	828
Zeros	3172
Zeros (%)	19.8%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	33
Q3	100
95-th percentile	294
Maximum	828
Range	828
Interquartile range (IQR)	95

Descriptive statistics

Standard deviation	102.6407277
Coefficient of variation (CV)	1.385405733
Kurtosis	6.23935792
Mean	74.087125
Median Absolute Deviation (MAD)	33
Skewness	2.266888272
Sum	1185394
Variance	10535.11898
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3172	19.8%
16	299	1.9%
2	245	1.5%
4	215	1.3%
3	197	1.2%
5	193	1.2%
6	191	1.2%
10	179	1.1%
8	177	1.1%
7	173	1.1%
Other values (558)	10959	68.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3172	19.8%
1	24	0.1%
2	245	1.5%
3	197	1.2%
4	215	1.3%

Value	Count	Frequency (%)
828	1	< 0.1%
803	1	< 0.1%
799	1	< 0.1%
782	1	< 0.1%
760	1	< 0.1%

frame_width
Categorical

HIGH CORRELATION
HIGH CORRELATION
UNIFORM

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	125.0 KiB

416	4000
832	4000
1920	4000
2560	4000

Frequencies
Length

Value	Count	Frequency (%)
416	4000	25.0%
832	4000	25.0%
1920	4000	25.0%
2560	4000	25.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	3.5
Mean length	3.5
Min length	3

frame_height
Categorical

HIGH CORRELATION
HIGH CORRELATION
UNIFORM

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	125.0 KiB

240	4000
480	4000
1080	4000
1600	4000

Frequencies
Length

Value	Count	Frequency (%)
240	4000	25.0%
480	4000	25.0%
1080	4000	25.0%
1600	4000	25.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	3.5
Mean length	3.5
Min length	3

movement_level
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	205
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4034131.663
Minimum	31645
Maximum	12276603
Zeros	0
Zeros (%)	0.0%
Memory size	125.0 KiB

Quantile statistics

Minimum	31645
5-th percentile	70705
Q1	233854.75
median	1704901.5
Q3	7608813
95-th percentile	11307064
Maximum	12276603
Range	12244958
Interquartile range (IQR)	7374958.25

Descriptive statistics

Standard deviation	4447081.581
Coefficient of variation (CV)	1.102364016
Kurtosis	-1.225916584
Mean	4034131.663
Median Absolute Deviation (MAD)	1622389.5
Skewness	0.656035876
Sum	6.454610661e+10
Variance	1.977653459e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11307064	999	6.2%
10833854	950	5.9%
10635735	918	5.7%
10893972	889	5.6%
6276143	474	3.0%
6599839	467	2.9%
5009382	457	2.9%
5451355	456	2.9%
4561917	449	2.8%
3417197	436	2.7%
Other values (195)	9505	59.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
31645	27	0.2%
31748	27	0.2%
33354	28	0.2%
36234	28	0.2%
37519	28	0.2%

Value	Count	Frequency (%)
12276603	1	< 0.1%
12101713	50	0.3%
11781038	111	0.7%
11440150	82	0.5%
11307064	999	6.2%

mean
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	6599
Distinct (%)	41.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.467033937
Minimum	0
Maximum	2191.37793
Zeros	3338
Zeros (%)	20.9%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.335938
median	1.8706055
Q3	4.364258
95-th percentile	10.15336885
Maximum	2191.37793
Range	2191.37793
Interquartile range (IQR)	4.02832

Descriptive statistics

Standard deviation	30.2780114
Coefficient of variation (CV)	8.733116534
Kurtosis	4097.629554
Mean	3.467033937
Median Absolute Deviation (MAD)	1.8706055
Skewness	63.21095101
Sum	55472.54299
Variance	916.7579741
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3338	20.9%
0.25	83	0.5%
0.5	77	0.5%
0.460938	76	0.5%
0.75	70	0.4%
0.375	55	0.3%
0.140625	27	0.2%
0.921875	25	0.2%
0.125	22	0.1%
1	21	0.1%
Other values (6589)	12206	76.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3338	20.9%
0.042969	2	< 0.1%
0.049805	1	< 0.1%
0.050781	1	< 0.1%
0.056641	2	< 0.1%

Value	Count	Frequency (%)
2191.37793	1	< 0.1%
1984.875977	1	< 0.1%
1795.424805	1	< 0.1%
1598.834961	1	< 0.1%
26.480469	1	< 0.1%

sub_mean_1
Real number (ℝ_≥0)

ZEROS

Distinct	3123
Distinct (%)	19.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.145166016
Minimum	0
Maximum	80
Zeros	6197
Zeros (%)	38.7%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	4.5361325
95-th percentile	12.4728513
Maximum	80
Range	80
Interquartile range (IQR)	4.5361325

Descriptive statistics

Standard deviation	4.518313897
Coefficient of variation (CV)	1.436589952
Kurtosis	11.54884389
Mean	3.145166016
Median Absolute Deviation (MAD)	1.5
Skewness	2.532844287
Sum	50322.65625
Variance	20.41516047
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6197	38.7%
1	144	0.9%
1.5	96	0.6%
1.84375	85	0.5%
2	81	0.5%
3	67	0.4%
0.5	41	0.3%
0.5625	39	0.2%
1.75	35	0.2%
0.25	32	0.2%
Other values (3113)	9183	57.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6197	38.7%
0.171875	6	< 0.1%
0.1875	1	< 0.1%
0.199219	1	< 0.1%
0.214844	1	< 0.1%

Value	Count	Frequency (%)
80	1	< 0.1%
36.410156	1	< 0.1%
33.625	1	< 0.1%
33.367188	1	< 0.1%
32.59375	1	< 0.1%

sub_mean_2
Real number (ℝ_≥0)

ZEROS

Distinct	3022
Distinct (%)	18.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.951683838
Minimum	0
Maximum	76.203125
Zeros	6267
Zeros (%)	39.2%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.4375
Q3	4.316406
95-th percentile	11.5783203
Maximum	76.203125
Range	76.203125
Interquartile range (IQR)	4.316406

Descriptive statistics

Standard deviation	4.251153907
Coefficient of variation (CV)	1.440247039
Kurtosis	14.56066098
Mean	2.951683838
Median Absolute Deviation (MAD)	1.4375
Skewness	2.73627011
Sum	47226.9414
Variance	18.07230954
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6267	39.2%
1	158	1.0%
2	109	0.7%
1.84375	94	0.6%
1.5	80	0.5%
3	67	0.4%
0.5	51	0.3%
0.5625	49	0.3%
1.75	42	0.3%
0.3125	40	0.2%
Other values (3012)	9043	56.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6267	39.2%
0.148438	1	< 0.1%
0.171875	3	< 0.1%
0.203125	1	< 0.1%
0.210938	1	< 0.1%

Value	Count	Frequency (%)
76.203125	1	< 0.1%
52.65625	1	< 0.1%
42.574219	1	< 0.1%
42.125	1	< 0.1%
38.09375	1	< 0.1%

sub_mean_3
Real number (ℝ_≥0)

ZEROS

Distinct	3072
Distinct (%)	19.2%
Missing	14
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	3.034862045
Minimum	0
Maximum	49.039062
Zeros	6195
Zeros (%)	38.7%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.4375
Q3	4.4248045
95-th percentile	11.748047
Maximum	49.039062
Range	49.039062
Interquartile range (IQR)	4.4248045

Descriptive statistics

Standard deviation	4.424254947
Coefficient of variation (CV)	1.457810893
Kurtosis	11.52191426
Mean	3.034862045
Median Absolute Deviation (MAD)	1.4375
Skewness	2.710843425
Sum	48515.30466
Variance	19.57403184
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6195	38.7%
1	177	1.1%
1.84375	117	0.7%
1.5	95	0.6%
2	77	0.5%
3	69	0.4%
0.5625	53	0.3%
0.5	52	0.3%
1.75	45	0.3%
2.75	36	0.2%
Other values (3062)	9070	56.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6195	38.7%
0.171875	5	< 0.1%
0.191406	1	< 0.1%
0.21875	1	< 0.1%
0.222656	1	< 0.1%

Value	Count	Frequency (%)
49.039062	1	< 0.1%
46.40625	1	< 0.1%
44.792969	1	< 0.1%
43.042969	1	< 0.1%
42.421875	1	< 0.1%

sub_mean_4
Real number (ℝ_≥0)

ZEROS

Distinct	2975
Distinct (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.849105464
Minimum	0
Maximum	38.675781
Zeros	6322
Zeros (%)	39.5%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.335938
Q3	4.10253875
95-th percentile	11.117188
Maximum	38.675781
Range	38.675781
Interquartile range (IQR)	4.10253875

Descriptive statistics

Standard deviation	4.090571767
Coefficient of variation (CV)	1.435738978
Kurtosis	7.777668503
Mean	2.849105464
Median Absolute Deviation (MAD)	1.335938
Skewness	2.382753496
Sum	45585.68742
Variance	16.73277738
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6322	39.5%
1	167	1.0%
1.84375	119	0.7%
2	87	0.5%
1.5	79	0.5%
0.5	68	0.4%
3	61	0.4%
0.5625	49	0.3%
1.75	41	0.3%
0.75	31	0.2%
Other values (2965)	8976	56.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6322	39.5%
0.171875	3	< 0.1%
0.191406	1	< 0.1%
0.199219	1	< 0.1%
0.203125	1	< 0.1%

Value	Count	Frequency (%)
38.675781	1	< 0.1%
35.140625	1	< 0.1%
34.601562	1	< 0.1%
33.527344	1	< 0.1%
33.308594	1	< 0.1%

var_sub_blocks
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	11457
Distinct (%)	71.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.554618003
Minimum	0
Maximum	1123.011597
Zeros	3342
Zeros (%)	20.9%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.11579125
median	1.3498945
Q3	5.39301375
95-th percentile	29.49916745
Maximum	1123.011597
Range	1123.011597
Interquartile range (IQR)	5.2772225

Descriptive statistics

Standard deviation	19.75205502
Coefficient of variation (CV)	3.013456315
Kurtosis	973.6909939
Mean	6.554618003
Median Absolute Deviation (MAD)	1.3498945
Skewness	21.44376708
Sum	104873.8881
Variance	390.1436773
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3342	20.9%
0.1875	81	0.5%
0.63739	72	0.4%
0.421875	48	0.3%
0.75	42	0.3%
1.6875	41	0.3%
0.059326	27	0.2%
0.5625	24	0.1%
0.25	22	0.1%
0.046875	21	0.1%
Other values (11447)	12280	76.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3342	20.9%
0.002872	1	< 0.1%
0.0031	1	< 0.1%
0.00352	1	< 0.1%
0.005539	3	< 0.1%

Value	Count	Frequency (%)
1123.011597	1	< 0.1%
936.137146	1	< 0.1%
284.47522	1	< 0.1%
278.013763	1	< 0.1%
264.305389	1	< 0.1%

sobel_h
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	9908
Distinct (%)	61.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.027763
Minimum	0
Maximum	69.706055
Zeros	2177
Zeros (%)	13.6%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.8977055
median	5.1713865
Q3	11.6298825
95-th percentile	27.3079588
Maximum	69.706055
Range	69.706055
Interquartile range (IQR)	10.732177

Descriptive statistics

Standard deviation	9.1849073
Coefficient of variation (CV)	1.144142808
Kurtosis	3.825025254
Mean	8.027763
Median Absolute Deviation (MAD)	4.8486325
Skewness	1.771139941
Sum	128444.208
Variance	84.36252212
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2177	13.6%
0.005859	40	0.2%
0.00293	33	0.2%
0.369141	30	0.2%
0.000977	28	0.2%
0.001953	27	0.2%
0.003906	22	0.1%
0.007812	21	0.1%
0.011719	18	0.1%
0.008789	16	0.1%
Other values (9898)	13588	84.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2177	13.6%
0.000977	28	0.2%
0.001953	27	0.2%
0.00293	33	0.2%
0.003906	22	0.1%

Value	Count	Frequency (%)
69.706055	1	< 0.1%
63.503906	1	< 0.1%
62.863281	1	< 0.1%
61.615234	1	< 0.1%
61.558594	1	< 0.1%

sobel_v
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	9896
Distinct (%)	61.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.271248599
Minimum	0
Maximum	66.775391
Zeros	2176
Zeros (%)	13.6%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.943359
median	5.313477
Q3	11.77661125
95-th percentile	28.41249965
Maximum	66.775391
Range	66.775391
Interquartile range (IQR)	10.83325225

Descriptive statistics

Standard deviation	9.552507682
Coefficient of variation (CV)	1.15490516
Kurtosis	4.083637917
Mean	8.271248599
Median Absolute Deviation (MAD)	4.959473
Skewness	1.832328583
Sum	132339.9776
Variance	91.25040302
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2176	13.6%
0.00293	29	0.2%
0.000977	28	0.2%
0.0625	25	0.2%
0.001953	21	0.1%
0.28125	20	0.1%
0.1875	20	0.1%
0.008789	17	0.1%
0.005859	17	0.1%
0.09375	15	0.1%
Other values (9886)	13632	85.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2176	13.6%
0.000977	28	0.2%
0.001953	21	0.1%
0.00293	29	0.2%
0.003906	5	< 0.1%

Value	Count	Frequency (%)
66.775391	1	< 0.1%
66.774414	1	< 0.1%
66.380859	1	< 0.1%
65.751953	1	< 0.1%
65.423828	1	< 0.1%

variance
Real number (ℝ_≥0)

ZEROS

Distinct	12001
Distinct (%)	75.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	53.33286425
Minimum	0
Maximum	2022.197998
Zeros	3338
Zeros (%)	20.9%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.42486675
median	14.525076
Q3	52.4982955
95-th percentile	252.0195352
Maximum	2022.197998
Range	2022.197998
Interquartile range (IQR)	51.07342875

Descriptive statistics

Standard deviation	107.2657964
Coefficient of variation (CV)	2.011251372
Kurtosis	38.19789998
Mean	53.33286425
Median Absolute Deviation (MAD)	14.525076
Skewness	4.822931716
Sum	853325.828
Variance	11505.95108
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3338	20.9%
1.6875	59	0.4%
0.75	40	0.2%
1.46875	37	0.2%
4.889099	36	0.2%
5.092224	35	0.2%
0.984375	33	0.2%
0.4646	20	0.1%
2.109375	19	0.1%
0.4375	16	0.1%
Other values (11991)	12367	77.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3338	20.9%
0.058594	5	< 0.1%
0.109375	10	0.1%
0.121094	1	< 0.1%
0.152344	1	< 0.1%

Value	Count	Frequency (%)
2022.197998	1	< 0.1%
1490.088135	1	< 0.1%
1467.959351	1	< 0.1%
1462.052734	1	< 0.1%
1423.122803	1	< 0.1%

block_movement_h
Real number (ℝ_≥0)

ZEROS

Distinct	2368
Distinct (%)	14.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.023825197
Minimum	0
Maximum	322.09375
Zeros	3023
Zeros (%)	18.9%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.5
median	2.625
Q3	7.0625
95-th percentile	36.06484375
Maximum	322.09375
Range	322.09375
Interquartile range (IQR)	6.5625

Descriptive statistics

Standard deviation	17.25973063
Coefficient of variation (CV)	2.15106015
Kurtosis	42.94462684
Mean	8.023825197
Median Absolute Deviation (MAD)	2.625
Skewness	5.293889868
Sum	128381.2031
Variance	297.8983014
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3023	18.9%
0.5	174	1.1%
0.375	167	1.0%
0.25	165	1.0%
0.125	160	1.0%
0.625	158	1.0%
0.75	144	0.9%
1.125	144	0.9%
0.875	140	0.9%
1.25	138	0.9%
Other values (2358)	11587	72.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3023	18.9%
0.015625	4	< 0.1%
0.03125	10	0.1%
0.046875	2	< 0.1%
0.0625	29	0.2%

Value	Count	Frequency (%)
322.09375	1	< 0.1%
313.4375	1	< 0.1%
246.125	1	< 0.1%
213.125	1	< 0.1%
212.75	1	< 0.1%

block_movement_v
Real number (ℝ_≥0)

ZEROS

Distinct	2221
Distinct (%)	13.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.797075683
Minimum	0
Maximum	189
Zeros	3077
Zeros (%)	19.2%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.5
median	3.210938
Q3	8.0625
95-th percentile	27.0625
Maximum	189
Range	189
Interquartile range (IQR)	7.5625

Descriptive statistics

Standard deviation	11.55229891
Coefficient of variation (CV)	1.699598393
Kurtosis	30.92216817
Mean	6.797075683
Median Absolute Deviation (MAD)	3.210938
Skewness	4.460051662
Sum	108753.2109
Variance	133.4556101
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3077	19.2%
0.125	168	1.1%
0.25	142	0.9%
1.375	130	0.8%
0.875	125	0.8%
0.5	125	0.8%
2	121	0.8%
0.75	120	0.8%
0.375	117	0.7%
1.875	113	0.7%
Other values (2211)	11762	73.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3077	19.2%
0.015625	5	< 0.1%
0.03125	11	0.1%
0.039062	1	< 0.1%
0.046875	2	< 0.1%

Value	Count	Frequency (%)
189	1	< 0.1%
183.875	1	< 0.1%
160.875	1	< 0.1%
140.1875	1	< 0.1%
137.71875	1	< 0.1%

var_movement_h
Real number (ℝ_≥0)

ZEROS

Distinct	8427
Distinct (%)	52.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	841.9483201
Minimum	0
Maximum	194634.75
Zeros	3023
Zeros (%)	18.9%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.6875
median	11.683594
Q3	94.02557375
95-th percentile	4375.792969
Maximum	194634.75
Range	194634.75
Interquartile range (IQR)	93.33807375

Descriptive statistics

Standard deviation	3815.230446
Coefficient of variation (CV)	4.531430677
Kurtosis	470.4713347
Mean	841.9483201
Median Absolute Deviation (MAD)	11.683594
Skewness	14.08073999
Sum	13471173.12
Variance	14555983.36
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3023	18.9%
0.109375	154	1.0%
0.1875	83	0.5%
0.984375	73	0.5%
0.484375	58	0.4%
2.734375	54	0.3%
1.75	49	0.3%
0.4375	47	0.3%
8.859375	46	0.3%
3.9375	45	0.3%
Other values (8417)	12368	77.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3023	18.9%
0.015381	4	< 0.1%
0.030273	9	0.1%
0.044678	1	< 0.1%
0.058594	23	0.1%

Value	Count	Frequency (%)
194634.75	1	< 0.1%
61920.9375	1	< 0.1%
61564.98438	1	< 0.1%
59220.75	1	< 0.1%
57599.4375	1	< 0.1%

var_movement_v
Real number (ℝ_≥0)

ZEROS

Distinct	8450
Distinct (%)	52.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	491.9134467
Minimum	0
Maximum	68389.35938
Zeros	3077
Zeros (%)	19.2%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.746094
median	19.527344
Q3	96.064392
95-th percentile	2139.91875
Maximum	68389.35938
Range	68389.35938
Interquartile range (IQR)	95.318298

Descriptive statistics

Standard deviation	2404.069505
Coefficient of variation (CV)	4.88717989
Kurtosis	197.6121358
Mean	491.9134467
Median Absolute Deviation (MAD)	19.527344
Skewness	11.7624985
Sum	7870615.148
Variance	5779550.183
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3077	19.2%
0.109375	157	1.0%
0.1875	75	0.5%
0.984375	56	0.4%
3.9375	55	0.3%
0.058594	52	0.3%
0.75	51	0.3%
0.4375	45	0.3%
0.484375	43	0.3%
18.484375	43	0.3%
Other values (8440)	12346	77.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3077	19.2%
0.015381	5	< 0.1%
0.030273	11	0.1%
0.037537	1	< 0.1%
0.058594	52	0.3%

Value	Count	Frequency (%)
68389.35938	1	< 0.1%
59544.25	1	< 0.1%
57594.15234	1	< 0.1%
56354.10938	1	< 0.1%
52821.35938	1	< 0.1%

cost_1
Real number (ℝ_≥0)

Distinct	14378
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36948.64062
Minimum	0
Maximum	425705
Zeros	16
Zeros (%)	0.1%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2435.8
Q1	9916.75
median	23051.5
Q3	52071.25
95-th percentile	115389.25
Maximum	425705
Range	425705
Interquartile range (IQR)	42154.5

Descriptive statistics

Standard deviation	38631.38334
Coefficient of variation (CV)	1.04554275
Kurtosis	6.375993657
Mean	36948.64062
Median Absolute Deviation (MAD)	16392.5
Skewness	2.026081239
Sum	591178250
Variance	1492383779
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16	0.1%
11082	5	< 0.1%
7988	4	< 0.1%
3038	4	< 0.1%
1984	4	< 0.1%
14618	4	< 0.1%
12696	4	< 0.1%
4230	4	< 0.1%
24600	4	< 0.1%
7926	4	< 0.1%
Other values (14368)	15947	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16	0.1%
107	1	< 0.1%
138	1	< 0.1%
154	1	< 0.1%
170	1	< 0.1%

Value	Count	Frequency (%)
425705	1	< 0.1%
423448	1	< 0.1%
385616	1	< 0.1%
379476	1	< 0.1%
350833	1	< 0.1%

cost_2
Real number (ℝ_≥0)

Distinct	14538
Distinct (%)	91.0%
Missing	17
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	42059.82957
Minimum	0
Maximum	446306
Zeros	16
Zeros (%)	0.1%
Memory size	125.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2112.7
Q1	10965
median	26135
Q3	59876.5
95-th percentile	133387.6
Maximum	446306
Range	446306
Interquartile range (IQR)	48911.5

Descriptive statistics

Standard deviation	43844.70868
Coefficient of variation (CV)	1.04243667
Kurtosis	4.869365896
Mean	42059.82957
Median Absolute Deviation (MAD)	19028
Skewness	1.869233126
Sum	672242256
Variance	1922358479
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16	0.1%
18220	4	< 0.1%
17528	4	< 0.1%
6861	4	< 0.1%
20185	4	< 0.1%
3138	4	< 0.1%
4295	4	< 0.1%
4004	4	< 0.1%
5027	4	< 0.1%
2042	4	< 0.1%
Other values (14528)	15931	99.6%
(Missing)	17	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16	0.1%
26	1	< 0.1%
34	1	< 0.1%
42	1	< 0.1%
58	1	< 0.1%

Value	Count	Frequency (%)
446306	1	< 0.1%
411603	1	< 0.1%
370303	1	< 0.1%
361696	1	< 0.1%
356119	1	< 0.1%

relevant
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Memory size	125.0 KiB

1	13156
0	2842
(Missing)	2

Common Values
Chart

Value	Count	Frequency (%)
1	13156	82.2%
0	2842	17.8%
(Missing)	2	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	quality	bits	skip_parts	inter_16x16_parts	inter_4x4_parts	inter_other_parts	non_zero_pixels	frame_width	frame_height	movement_level	mean	sub_mean_1	sub_mean_2	sub_mean_3	sub_mean_4	var_sub_blocks	sobel_h	sobel_v	variance	block_movement_h	block_movement_v	var_movement_h	var_movement_v	cost_1	cost_2	relevant
0	22	2143	0	1	3	21	404	416	240	42352	6.675781	10.265625	4.335938	5.902344	6.199219	4.796791	17.397461	17.397461	87.584335	2.820312	2.539062	10.772400	8.576599	0.0	0.0	1.0
1	22	1735	2	0	3	8	381	416	240	42352	5.032227	3.699219	4.316406	6.855469	5.257812	1.416102	14.426758	14.233398	48.025330	1.843750	1.921875	6.163086	6.665771	8816.0	8801.0	1.0
2	22	1971	0	0	0	8	460	416	240	42352	6.368164	4.906250	4.277344	9.050781	7.238281	3.615565	15.203125	13.953125	56.613480	3.000000	4.937500	1.625000	3.683594	5104.0	5193.0	1.0
3	22	2473	0	0	18	20	421	416	240	42352	8.407227	6.640625	5.996094	14.675781	6.316406	13.150191	21.725586	29.165039	283.079285	2.078125	2.500000	25.806396	34.656250	21531.0	19802.0	1.0
4	22	1093	0	1	3	8	167	416	240	42352	3.575195	7.531250	4.894531	0.191406	1.683594	8.104800	11.929688	14.353516	175.123245	3.070312	4.523438	22.252869	14.780701	15073.0	14549.0	1.0
5	22	1018	0	2	9	8	200	416	240	42352	2.650391	1.773438	3.015625	1.269531	4.542969	1.597767	7.608398	7.557617	17.285976	0.570312	3.343750	0.776306	7.428711	15343.0	15845.0	1.0
6	22	503	0	1	0	6	83	416	240	42352	1.423828	0.000000	2.679688	0.281250	2.734375	1.656872	3.498047	5.064453	37.955135	1.687500	2.937500	4.214844	8.683594	7217.0	8331.0	1.0
7	22	1552	0	2	6	10	308	416	240	42352	4.968750	5.871094	5.886719	1.632812	6.484375	3.770622	11.541992	13.596680	78.563477	2.585938	1.789062	9.539490	4.619568	19475.0	19632.0	1.0
8	22	815	1	1	6	10	161	416	240	42352	2.291992	0.695312	2.753906	0.000000	5.718750	4.939662	8.022461	7.231445	28.187202	2.046875	1.937500	5.607178	5.027344	11196.0	12205.0	1.0
9	22	369	1	1	6	4	77	416	240	42352	0.907227	0.785156	2.843750	0.000000	0.000000	1.352786	2.682617	2.831055	6.808776	1.562500	1.812500	3.246094	4.277344	17005.0	18117.0	0.0

Last rows

	quality	bits	intra_parts	skip_parts	inter_16x16_parts	inter_4x4_parts	inter_other_parts	non_zero_pixels	frame_width	frame_height	movement_level	mean	sub_mean_1	sub_mean_2	sub_mean_3	sub_mean_4	var_sub_blocks	sobel_h	sobel_v	variance	block_movement_h	block_movement_v	var_movement_h	var_movement_v	cost_1	cost_2	relevant
15990	37	23	0	2	2	0	0	0	2560	1600	11781038	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.275391	1.560547	0.000000	6.12500	49.25000	112.609375	7276.687500	12558.0	10574.0	0.0
15991	37	30	17	2	0	0	0	0	2560	1600	11781038	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.390625	1.660156	0.000000	0.00000	0.00000	0.000000	0.000000	27093.0	53601.0	1.0
15992	37	73	16	2	1	0	0	8	2560	1600	11781038	2.156250	0.000000	0.000000	6.750000	1.875000	7.620117	3.863281	6.453125	45.151367	0.00000	0.00000	0.000000	0.000000	5557.0	4284.0	0.0
15993	37	127	17	0	1	0	2	25	2560	1600	11781038	2.718750	0.000000	3.000000	7.875000	0.000000	10.362305	4.824219	6.558594	26.452148	17.75000	12.81250	3498.562500	978.027344	16188.0	23974.0	0.0
15994	37	122	16	0	0	0	6	4	2560	1600	11781038	0.921875	0.000000	0.000000	1.843750	1.843750	0.849854	2.141602	3.331055	9.556396	7.75000	16.75000	192.562500	839.312500	31692.0	50914.0	1.0
15995	37	66	16	1	1	9	1	3	2560	1600	11781038	0.835938	0.000000	0.000000	3.343750	0.000000	2.096375	1.432617	2.401367	6.652771	4.12500	13.43750	95.484375	975.058594	18704.0	18283.0	1.0
15996	37	100	32	0	0	18	2	8	2560	1600	11781038	2.132812	5.187500	1.843750	1.500000	0.000000	3.591003	2.844727	5.889648	15.255798	3.68750	0.00000	203.964844	0.000000	41738.0	37212.0	1.0
15997	37	141	16	1	0	0	4	15	2560	1600	11781038	4.184570	8.687500	4.937500	0.000000	3.113281	9.875392	7.579102	9.038086	50.865349	8.37500	16.37500	221.734375	816.109375	20642.0	17046.0	1.0
15998	37	335	16	0	2	6	2	38	2560	1600	11781038	10.111328	7.234375	6.269531	3.304688	23.636719	63.075695	21.457031	34.392578	310.964172	9.21875	29.84375	120.170898	1610.256836	125078.0	146935.0	1.0
15999	37	226	32	0	0	0	4	24	2560	1600	11781038	5.542969	5.593750	2.285156	6.125000	8.167969	4.461327	11.003906	11.896484	39.148544	7.06250	23.68750	153.683594	1797.089844	171759.0	184325.0	1.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows